{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulating Jump Diffusion with 10 paths...\n",
      "Running traditional method...\n",
      "Running GMT-II method...\n",
      "GMT-II progress: 1/10 paths\n",
      "GMT-II progress: 2/10 paths\n",
      "GMT-II progress: 3/10 paths\n",
      "GMT-II progress: 4/10 paths\n",
      "GMT-II progress: 5/10 paths\n",
      "GMT-II progress: 6/10 paths\n",
      "GMT-II progress: 7/10 paths\n",
      "GMT-II progress: 8/10 paths\n",
      "GMT-II progress: 9/10 paths\n",
      "GMT-II progress: 10/10 paths\n",
      "\n",
      "Demonstrating GMT-II Flexibility: Adding Volatility Clustering\n",
      "\n",
      "Running performance comparison...\n",
      "\n",
      "Performance Results (1000 simulations):\n",
      "Traditional method: 1.6939 seconds\n",
      "GMT-II method: 2.4312 seconds\n",
      "Performance ratio: 0.70x\n",
      "\n",
      "Experiment completed successfully!\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy.stats import lognorm, poisson\n",
    "import time\n",
    "import matplotlib.gridspec as gridspec\n",
    "\n",
    "# 设置全局样式（避免中文乱码）\n",
    "plt.style.use('seaborn-whitegrid')\n",
    "plt.rcParams.update({\n",
    "    'font.family': 'DejaVu Sans',\n",
    "    'font.size': 10,\n",
    "    'axes.titlesize': 12,\n",
    "    'axes.titleweight': 'bold',\n",
    "    'axes.labelsize': 11,\n",
    "    'lines.linewidth': 2,\n",
    "    'legend.fontsize': 9,\n",
    "    'axes.unicode_minus': False\n",
    "})\n",
    "\n",
    "# Merton跳扩散模型参数\n",
    "S0 = 100.0       # 初始价格\n",
    "mu = 0.07        # 资产收益率\n",
    "sigma = 0.18     # 基础波动率\n",
    "lam = 1.2        # 跳跃强度\n",
    "mu_j = -0.02     # 跳跃幅度均值\n",
    "sigma_j = 0.15   # 跳跃幅度波动率\n",
    "T = 1.0          # 时间长度 (年)\n",
    "dt = 1/252       # 时间步长 (交易日)\n",
    "n_steps = int(T/dt)\n",
    "n_paths = 10     # 模拟路径数\n",
    "\n",
    "# 理论参数计算\n",
    "k = np.exp(mu_j + 0.5*sigma_j**2) - 1\n",
    "total_variance = sigma**2 + lam*(mu_j**2 + sigma_j**2)\n",
    "\n",
    "# ========================================\n",
    "# 传统SIE求解方法 (欧拉-丸山法 + 跳跃)\n",
    "# ========================================\n",
    "def traditional_jump_diffusion(S0, mu, sigma, lam, mu_j, sigma_j, T, dt, n_paths):\n",
    "    n_steps = int(T/dt)\n",
    "    paths = np.zeros((n_paths, n_steps+1))\n",
    "    paths[:, 0] = S0\n",
    "    \n",
    "    for i in range(n_paths):\n",
    "        for j in range(1, n_steps+1):\n",
    "            # 布朗运动部分\n",
    "            z = np.random.normal(0, 1)\n",
    "            paths[i, j] = paths[i, j-1] * (1 + mu*dt + sigma*np.sqrt(dt)*z)\n",
    "            \n",
    "            # 跳跃部分 (使用Poisson过程)\n",
    "            if np.random.rand() < lam*dt:\n",
    "                # 对数正态跳跃幅度\n",
    "                jump_size = np.exp(mu_j + sigma_j*np.random.normal())\n",
    "                paths[i, j] *= jump_size\n",
    "    \n",
    "    return paths\n",
    "\n",
    "# ========================================\n",
    "# 广义映射理论实现 (GMT-II)\n",
    "# ========================================\n",
    "class GeneralizedMappingJumpDiffusion:\n",
    "    def __init__(self, S0, mu, sigma, lam, mu_j, sigma_j):\n",
    "        self.S = S0\n",
    "        self.mu = mu\n",
    "        self.sigma = sigma\n",
    "        self.lam = lam\n",
    "        self.mu_j = mu_j\n",
    "        self.sigma_j = sigma_j\n",
    "        self.path = [S0]\n",
    "        self.operations = []\n",
    "        self.jumps = []  # 修复：确保跳跃记录包含price_after\n",
    "        self.step_count = 0\n",
    "        \n",
    "    def drift_op(self, dt):\n",
    "        \"\"\"确定性漂移操作\"\"\"\n",
    "        return self.S * self.mu * dt\n",
    "    \n",
    "    def diffusion_op(self, dt):\n",
    "        \"\"\"随机扩散操作\"\"\"\n",
    "        z = np.random.normal(0, 1)\n",
    "        return self.S * self.sigma * np.sqrt(dt) * z\n",
    "    \n",
    "    def jump_op(self):\n",
    "        \"\"\"跳跃操作\"\"\"\n",
    "        jump_size = np.exp(self.mu_j + self.sigma_j*np.random.normal())\n",
    "        return self.S * (jump_size - 1)\n",
    "    \n",
    "    def step(self, dt):\n",
    "        \"\"\"执行一步GMT操作\"\"\"\n",
    "        self.step_count += 1\n",
    "        # 漂移和扩散操作 (始终存在)\n",
    "        drift = self.drift_op(dt)\n",
    "        diffusion = self.diffusion_op(dt)\n",
    "        change = drift + diffusion\n",
    "        jump = 0\n",
    "        price_before = self.S\n",
    "        \n",
    "        # 跳跃操作 (概率性发生)\n",
    "        if np.random.rand() < self.lam*dt:\n",
    "            jump = self.jump_op()\n",
    "            change += jump\n",
    "            # 修复：记录跳跃后的价格\n",
    "            self.jumps.append({\n",
    "                'time': self.step_count * dt,\n",
    "                'size': jump,\n",
    "                'price_before': price_before,\n",
    "                'price_after': price_before + change,  # 添加price_after键\n",
    "                'relative_jump': jump / price_before\n",
    "            })\n",
    "        \n",
    "        # 记录操作细节\n",
    "        self.operations.append({\n",
    "            'time': self.step_count * dt,\n",
    "            'drift': drift,\n",
    "            'diffusion': diffusion,\n",
    "            'jump': jump,\n",
    "            'total_change': change,\n",
    "            'price_after': self.S + change\n",
    "        })\n",
    "        \n",
    "        # 更新状态\n",
    "        self.S += change\n",
    "        self.path.append(self.S)\n",
    "        \n",
    "        return self.S\n",
    "    \n",
    "    def simulate(self, T, dt):\n",
    "        \"\"\"完整模拟路径\"\"\"\n",
    "        n_steps = int(T/dt)\n",
    "        for _ in range(n_steps):\n",
    "            self.step(dt)\n",
    "        return self.path, self.operations\n",
    "\n",
    "# ========================================\n",
    "# 执行模拟\n",
    "# ========================================\n",
    "print(f\"Simulating Jump Diffusion with {n_paths} paths...\")\n",
    "\n",
    "# 传统方法\n",
    "print(\"Running traditional method...\")\n",
    "start_time = time.time()\n",
    "trad_jump_paths = traditional_jump_diffusion(S0, mu, sigma, lam, mu_j, sigma_j, T, dt, n_paths)\n",
    "trad_time = time.time() - start_time\n",
    "\n",
    "# GMT-II方法\n",
    "print(\"Running GMT-II method...\")\n",
    "start_time = time.time()\n",
    "gmt_jump_models = []\n",
    "gmt_jump_paths = []\n",
    "\n",
    "for i in range(n_paths):\n",
    "    model = GeneralizedMappingJumpDiffusion(S0, mu, sigma, lam, mu_j, sigma_j)\n",
    "    path, _ = model.simulate(T, dt)\n",
    "    gmt_jump_paths.append(path)\n",
    "    gmt_jump_models.append(model)\n",
    "    print(f\"GMT-II progress: {i+1}/{n_paths} paths\")\n",
    "\n",
    "gmt_time = time.time() - start_time\n",
    "\n",
    "# 时间轴\n",
    "time_axis = np.linspace(0, T, n_steps+1)\n",
    "\n",
    "# ========================================\n",
    "# 结果可视化 (四图布局)\n",
    "# ========================================\n",
    "fig = plt.figure(figsize=(15, 12))\n",
    "gs = gridspec.GridSpec(3, 2, height_ratios=[1.2, 1, 1])\n",
    "\n",
    "# 1. 路径对比图 (左上)\n",
    "ax1 = plt.subplot(gs[0, :])\n",
    "for i in range(min(2, n_paths)):  # 展示两条路径\n",
    "    # 传统方法路径\n",
    "    ax1.plot(time_axis, trad_jump_paths[i], '--', color='royalblue', alpha=0.8, \n",
    "             label=f'Traditional Path {i+1}' if i == 0 else \"\")\n",
    "    \n",
    "    # GMT-II方法路径\n",
    "    ax1.plot(time_axis, gmt_jump_paths[i], '-', color='darkorange', linewidth=1.5,\n",
    "             label=f'GMT-II Path {i+1}' if i == 0 else \"\")\n",
    "    \n",
    "    # 标记跳跃点 (GMT-II)\n",
    "    if i < len(gmt_jump_models):\n",
    "        jump_times = [jump['time'] for jump in gmt_jump_models[i].jumps]\n",
    "        jump_prices = [jump['price_after'] for jump in gmt_jump_models[i].jumps]\n",
    "        ax1.plot(jump_times, jump_prices, 'ro', markersize=4, alpha=0.8, label='Jump Events' if i == 0 else \"\")\n",
    "\n",
    "ax1.set_title('Jump Diffusion Paths: Traditional vs GMT-II', fontsize=14, fontweight='bold')\n",
    "ax1.set_xlabel('Time (Years)', fontsize=11)\n",
    "ax1.set_ylabel('Price', fontsize=11)\n",
    "ax1.legend(fontsize=9, loc='upper left')\n",
    "ax1.grid(True, alpha=0.3)\n",
    "ax1.set_ylim(70, 115)\n",
    "\n",
    "# 2. 终端价格分布 (右上)\n",
    "ax2 = plt.subplot(gs[1, 0])\n",
    "trad_terminals = trad_jump_paths[:, -1]\n",
    "gmt_terminals = [path[-1] for path in gmt_jump_paths]\n",
    "\n",
    "# 生成理论分布 (对数正态跳跃)\n",
    "x = np.linspace(70, 140, 200)\n",
    "y = np.zeros_like(x)\n",
    "\n",
    "# 理论PDF估计\n",
    "for _ in range(10000):\n",
    "    n_jumps = poisson.rvs(lam*T)\n",
    "    jump_factor = 1.0\n",
    "    for _ in range(n_jumps):\n",
    "        jump_factor *= np.exp(mu_j + sigma_j*np.random.normal())\n",
    "    total_factor = np.exp((mu - 0.5*sigma**2)*T + sigma*np.sqrt(T)*np.random.normal()) * jump_factor\n",
    "    final_price = S0 * total_factor\n",
    "    idx = np.abs(x - final_price).argmin()\n",
    "    y[idx] += 1\n",
    "\n",
    "y = y / y.sum() * (x[1]-x[0])\n",
    "y = y / y.max()  # 标准化\n",
    "\n",
    "# 传统方法分布\n",
    "sns.kdeplot(trad_terminals, color='royalblue', label='Traditional', alpha=0.6, fill=True)\n",
    "\n",
    "# GMT-II方法分布\n",
    "sns.kdeplot(gmt_terminals, color='darkorange', label='GMT-II', alpha=0.6, fill=True)\n",
    "\n",
    "# 理论PDF曲线\n",
    "plt.plot(x, y, 'k-', linewidth=1.5, label='Theoretical PDF')\n",
    "\n",
    "ax2.set_title('Terminal Price Distribution', fontsize=12, fontweight='bold')\n",
    "ax2.set_xlabel('Price at T=1', fontsize=11)\n",
    "ax2.set_ylabel('Density', fontsize=11)\n",
    "ax2.legend(fontsize=9)\n",
    "ax2.grid(True, alpha=0.3)\n",
    "ax2.set_xlim(70, 140)\n",
    "\n",
    "# 3. GMT-II操作分解 (左下)\n",
    "ax3 = plt.subplot(gs[1, 1])\n",
    "if len(gmt_jump_models) > 0:\n",
    "    model = gmt_jump_models[0]  # 第一条路径\n",
    "    operations = model.operations\n",
    "    \n",
    "    # 获取累积贡献\n",
    "    cum_drift = np.cumsum([op['drift'] for op in operations])\n",
    "    cum_diffusion = np.cumsum([op['diffusion'] for op in operations])\n",
    "    cum_jump = np.cumsum([op['jump'] for op in operations])\n",
    "    total_path = S0 + cum_drift + cum_diffusion + cum_jump\n",
    "    \n",
    "    # 时间点\n",
    "    times = [op['time'] for op in operations]\n",
    "    \n",
    "    # 可视化分解\n",
    "    plt.plot(times, cum_drift + S0, 'g-', label='Cumulative Drift', linewidth=1.5)\n",
    "    plt.plot(times, cum_diffusion + S0, 'm-', label='Cumulative Diffusion', linewidth=1.5)\n",
    "    plt.plot(times, cum_jump + S0, 'r-', label='Cumulative Jumps', linewidth=1.5)\n",
    "    plt.plot(time_axis, model.path, 'b-', alpha=0.6, label='Total Price Path')\n",
    "    \n",
    "    # 标记跳跃点\n",
    "    jump_times = [jump['time'] for jump in model.jumps]\n",
    "    plt.scatter(jump_times, [model.path[int(t/dt)] for t in jump_times], \n",
    "                color='red', s=40, zorder=10, label='Jump Events')\n",
    "\n",
    "ax3.set_title('GMT-II: Price Path Decomposition (Path 1)', fontsize=12, fontweight='bold')\n",
    "ax3.set_xlabel('Time (Years)', fontsize=11)\n",
    "ax3.set_ylabel('Value', fontsize=11)\n",
    "ax3.legend(fontsize=8, loc='upper left')\n",
    "ax3.grid(True, alpha=0.3)\n",
    "ax3.set_ylim(70, 115)\n",
    "\n",
    "# 4. 跳跃分析 (右下)\n",
    "ax4 = plt.subplot(gs[2, :])\n",
    "gs_inner = gridspec.GridSpecFromSubplotSpec(1, 2, subplot_spec=gs[2, :], width_ratios=[1, 1])\n",
    "\n",
    "# 4a. 跳跃大小分布 (左)\n",
    "ax4a = plt.subplot(gs_inner[0])\n",
    "all_jumps = []\n",
    "for model in gmt_jump_models:\n",
    "    for jump in model.jumps:\n",
    "        all_jumps.append(jump['relative_jump'])\n",
    "        \n",
    "if all_jumps:\n",
    "    # 跳跃幅度分布\n",
    "    sns.histplot(all_jumps, bins=20, kde=False, color='purple', alpha=0.6, stat='density')\n",
    "    \n",
    "    # 理论分布 (对数正态)\n",
    "    x_ln = np.linspace(min(all_jumps)-0.05, max(all_jumps)+0.05, 200)\n",
    "    pdf_ln = lognorm.pdf(x_ln + 1, sigma_j, scale=np.exp(mu_j))  # 调整以匹配相对跳跃\n",
    "    \n",
    "    plt.plot(x_ln, pdf_ln, 'k-', linewidth=1.5, label='Theoretical PDF')\n",
    "    plt.axvline(np.mean(all_jumps), color='r', linestyle='--', linewidth=1.2, label='Observed Mean')\n",
    "    plt.axvline(np.exp(mu_j + sigma_j**2/2) - 1, color='k', linestyle=':', linewidth=1.2, label='Theoretical Mean')\n",
    "\n",
    "ax4a.set_title('Jump Size Distribution Analysis', fontsize=12, fontweight='bold')\n",
    "ax4a.set_xlabel('Relative Jump Size', fontsize=11)\n",
    "ax4a.set_ylabel('Density', fontsize=11)\n",
    "ax4a.legend(fontsize=8)\n",
    "ax4a.grid(True, alpha=0.3)\n",
    "\n",
    "# 4b. 跳跃频率分布 (右)\n",
    "ax4b = plt.subplot(gs_inner[1])\n",
    "if len(gmt_jump_models) > 0:\n",
    "    jump_counts = [len(model.jumps) for model in gmt_jump_models]\n",
    "    mean_jumps = np.mean(jump_counts)\n",
    "    \n",
    "    # 跳跃次数分布\n",
    "    max_jumps = max(jump_counts) if jump_counts else 0\n",
    "    bins = np.arange(-0.5, max_jumps + 1.5)  # 整数bins\n",
    "    \n",
    "    plt.hist(jump_counts, bins=bins, color='green', alpha=0.6, density=True, label='Observed')\n",
    "    \n",
    "    # 理论Poisson分布\n",
    "    x_pois = np.arange(0, max_jumps + 2)\n",
    "    pmf = poisson.pmf(x_pois, mu=lam*T)\n",
    "    plt.plot(x_pois, pmf, 'ko-', markersize=4, lw=1.2, label='Theoretical Poisson')\n",
    "    \n",
    "    # 添加标注\n",
    "    plt.text(0.7, 0.9, f'λ: {lam:.2f}/year\\nMean: {mean_jumps:.2f}',\n",
    "             transform=ax4b.transAxes, fontsize=9)\n",
    "\n",
    "ax4b.set_title('Jump Frequency Distribution', fontsize=12, fontweight='bold')\n",
    "ax4b.set_xlabel('Number of Jumps per Path', fontsize=11)\n",
    "ax4b.set_ylabel('Density', fontsize=11)\n",
    "ax4b.legend(fontsize=8)\n",
    "ax4b.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.subplots_adjust(hspace=0.3, wspace=0.3)\n",
    "plt.savefig('Jump_Diffusion_Analysis.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# ========================================\n",
    "# GMT-II扩展：加入波动率聚类\n",
    "# ========================================\n",
    "print(\"\\nDemonstrating GMT-II Flexibility: Adding Volatility Clustering\")\n",
    "\n",
    "class ClusteredJumpDiffusion(GeneralizedMappingJumpDiffusion):\n",
    "    def __init__(self, S0, mu, sigma, lam, mu_j, sigma_j, \n",
    "                 theta=3.0, vol_vol=0.25, long_vol=0.15):\n",
    "        super().__init__(S0, mu, sigma, lam, mu_j, sigma_j)\n",
    "        self.curr_vol = sigma  # 当前波动率\n",
    "        self.long_vol = long_vol  # 长期波动率\n",
    "        self.theta = theta  # 波动率回复速率\n",
    "        self.vol_vol = vol_vol  # 波动率的波动率\n",
    "        self.vol_path = [sigma]  # 存储波动率路径\n",
    "        \n",
    "    def update_volatility(self, dt):\n",
    "        \"\"\"随机波动率更新 - 基于Heston模型\"\"\"\n",
    "        # 确保波动率为正\n",
    "        if self.curr_vol <= 0.05:\n",
    "            self.curr_vol = 0.05\n",
    "            \n",
    "        # Heston模型式更新\n",
    "        z_vol = np.random.normal(0, 1)\n",
    "        vol_change = self.theta*(self.long_vol - self.curr_vol)*dt + \\\n",
    "                    self.vol_vol*np.sqrt(np.abs(self.curr_vol))*np.sqrt(dt)*z_vol\n",
    "        self.curr_vol = max(0.05, self.curr_vol + vol_change)\n",
    "        return vol_change\n",
    "        \n",
    "    def diffusion_op(self, dt):\n",
    "        \"\"\"带波动率更新的扩散操作\"\"\"\n",
    "        self.update_volatility(dt)\n",
    "        self.vol_path.append(self.curr_vol)  # 记录波动率\n",
    "        z = np.random.normal(0, 1)\n",
    "        return self.S * self.curr_vol * np.sqrt(dt) * z\n",
    "\n",
    "# 模拟带波动率聚类的路径\n",
    "cluster_model = ClusteredJumpDiffusion(\n",
    "    S0, mu, sigma, lam, mu_j, sigma_j, \n",
    "    theta=3.0, vol_vol=0.25, long_vol=0.15\n",
    ")\n",
    "cluster_path, _ = cluster_model.simulate(T, dt)\n",
    "vol_path = cluster_model.vol_path\n",
    "\n",
    "# 识别跳跃点\n",
    "jump_times = [jump['time'] for jump in cluster_model.jumps]\n",
    "\n",
    "# 可视化波动率聚类效果\n",
    "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 8), sharex=True)\n",
    "\n",
    "# 价格路径\n",
    "ax1.plot(time_axis, cluster_path, 'b-', label='Price Path', linewidth=1.5)\n",
    "ax1.set_ylabel('Price', fontsize=11)\n",
    "ax1.set_title('GMT-II Extended: Jump Diffusion with Volatility Clustering', \n",
    "             fontsize=14, fontweight='bold')\n",
    "ax1.legend(loc='upper left', fontsize=9)\n",
    "ax1.grid(True, alpha=0.3)\n",
    "ax1.set_ylim(80, 115)\n",
    "\n",
    "# 标记跳跃点\n",
    "if jump_times:\n",
    "    for t in jump_times:\n",
    "        ax1.axvline(x=t, color='gray', linestyle='--', alpha=0.4)\n",
    "    jump_prices = [cluster_path[int(t/dt)] for t in jump_times]\n",
    "    ax1.scatter(jump_times, jump_prices, color='red', s=50, \n",
    "               label='Jump Events', zorder=10)\n",
    "\n",
    "# 波动率路径\n",
    "ax2.plot(time_axis, vol_path[:len(time_axis)], 'g-', label='Volatility Path', linewidth=1.5)\n",
    "ax2.set_xlabel('Time (Years)', fontsize=11)\n",
    "ax2.set_ylabel('Volatility', fontsize=11)\n",
    "ax2.legend(loc='upper left', fontsize=9)\n",
    "ax2.grid(True, alpha=0.3)\n",
    "ax2.set_ylim(0.10, 0.22)\n",
    "\n",
    "# 在波动率曲线上标记跳跃点\n",
    "if jump_times:\n",
    "    for t in jump_times:\n",
    "        ax2.axvline(x=t, color='gray', linestyle='--', alpha=0.4)\n",
    "    jump_vols = [vol_path[int(t/dt)] for t in jump_times]\n",
    "    ax2.scatter(jump_times, jump_vols, color='red', s=50, zorder=10)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('Volatility_Clustering_Extension.png', dpi=300, bbox_inches='tight')\n",
    "\n",
    "# ========================================\n",
    "# 性能对比\n",
    "# ========================================\n",
    "print(\"\\nRunning performance comparison...\")\n",
    "\n",
    "# 传统方法性能 (1000次模拟)\n",
    "start = time.time()\n",
    "_ = traditional_jump_diffusion(S0, mu, sigma, lam, mu_j, sigma_j, T, dt, 1000)\n",
    "trad_time = time.time() - start\n",
    "\n",
    "# GMT方法性能 (1000次模拟)\n",
    "start = time.time()\n",
    "for _ in range(1000):\n",
    "    model = GeneralizedMappingJumpDiffusion(S0, mu, sigma, lam, mu_j, sigma_j)\n",
    "    model.simulate(T, dt)\n",
    "gmt_time = time.time() - start\n",
    "\n",
    "print(f\"\\nPerformance Results (1000 simulations):\")\n",
    "print(f\"Traditional method: {trad_time:.4f} seconds\")\n",
    "print(f\"GMT-II method: {gmt_time:.4f} seconds\")\n",
    "print(f\"Performance ratio: {trad_time/gmt_time:.2f}x\")\n",
    "\n",
    "print(\"\\nExperiment completed successfully!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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